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Measuring Semantic Relatedness between Flickr Images: From a Social Tag Based View
Joint Authors
Luo, Xiangfeng
Xu, Zheng
Mei, Lin
Hu, Chuanping
Liu, Yunhuai
Source
Issue
Vol. 2014, Issue 2014 (31 Dec. 2014), pp.1-12, 12 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2014-02-23
Country of Publication
Egypt
No. of Pages
12
Main Subjects
Medicine
Information Technology and Computer Science
Abstract EN
Relatedness measurement between multimedia such as images and videos plays an important role in computer vision, which is a base for many multimedia related applications including clustering, searching, recommendation, and annotation.
Recently, with the explosion of social media, users can upload media data and annotate content with descriptive tags.
In this paper, we aim at measuring the semantic relatedness of Flickr images.
Firstly, four information theory based functions are used to measure the semantic relatedness of tags.
Secondly, the integration of tags pair based on bipartite graph is proposed to remove the noise and redundancy.
Thirdly, the order information of tags is added to measure the semantic relatedness, which emphasizes the tags with high positions.
The data sets including 1000 images from Flickr are used to evaluate the proposed method.
Two data mining tasks including clustering and searching are performed by the proposed method, which shows the effectiveness and robustness of the proposed method.
Moreover, some applications such as searching and faceted exploration are introduced using the proposed method, which shows that the proposed method has broad prospects on web based tasks.
American Psychological Association (APA)
Xu, Zheng& Luo, Xiangfeng& Liu, Yunhuai& Mei, Lin& Hu, Chuanping. 2014. Measuring Semantic Relatedness between Flickr Images: From a Social Tag Based View. The Scientific World Journal،Vol. 2014, no. 2014, pp.1-12.
https://search.emarefa.net/detail/BIM-1050939
Modern Language Association (MLA)
Xu, Zheng…[et al.]. Measuring Semantic Relatedness between Flickr Images: From a Social Tag Based View. The Scientific World Journal No. 2014 (2014), pp.1-12.
https://search.emarefa.net/detail/BIM-1050939
American Medical Association (AMA)
Xu, Zheng& Luo, Xiangfeng& Liu, Yunhuai& Mei, Lin& Hu, Chuanping. Measuring Semantic Relatedness between Flickr Images: From a Social Tag Based View. The Scientific World Journal. 2014. Vol. 2014, no. 2014, pp.1-12.
https://search.emarefa.net/detail/BIM-1050939
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1050939